Overview
Brought to you by YData
Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 4999980 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 839.2 MiB |
| Average record size in memory | 176.0 B |
Variable types
| DateTime | 1 |
|---|---|
| Text | 2 |
| Numeric | 12 |
| Categorical | 6 |
| Boolean | 1 |
attack_state is highly overall correlated with packets and 1 other fields | High correlation |
bytes is highly overall correlated with bytes_per_packet | High correlation |
bytes_per_packet is highly overall correlated with bytes | High correlation |
bytes_ratio is highly overall correlated with duration and 1 other fields | High correlation |
day_of_week is highly overall correlated with is_weekend | High correlation |
duration is highly overall correlated with bytes_ratio and 1 other fields | High correlation |
is_weekend is highly overall correlated with day_of_week | High correlation |
packet_size_variance is highly overall correlated with unique_ports_per_source | High correlation |
packets is highly overall correlated with attack_state | High correlation |
packets_per_second is highly overall correlated with bytes_ratio and 1 other fields | High correlation |
severity_score is highly overall correlated with attack_state | High correlation |
unique_ports_per_source is highly overall correlated with packet_size_variance | High correlation |
attack_state is highly imbalanced (95.0%) | Imbalance |
severity_score is highly imbalanced (93.1%) | Imbalance |
connection_frequency is highly imbalanced (> 99.9%) | Imbalance |
duration is highly skewed (γ1 = 46.32933772) | Skewed |
packets is highly skewed (γ1 = 40.70191093) | Skewed |
bytes is highly skewed (γ1 = 43.11985347) | Skewed |
packets_per_second is highly skewed (γ1 = 76.76960159) | Skewed |
bytes_ratio is highly skewed (γ1 = 77.377145) | Skewed |
duration has unique values | Unique |
packets_per_second has unique values | Unique |
bytes_ratio has unique values | Unique |
hour_of_day has 207608 (4.2%) zeros | Zeros |
day_of_week has 666664 (13.3%) zeros | Zeros |
packet_size_variance has 3016872 (60.3%) zeros | Zeros |
Reproduction
| Analysis started | 2025-10-18 19:44:42.859035 |
|---|---|
| Analysis finished | 2025-10-18 19:47:45.760802 |
| Duration | 3 minutes and 2.9 seconds |
| Software version | ydata-profiling v4.16.1 |
| Download configuration | config.json |
Variables
timestamp
Date
| Distinct | 2216417 |
|---|---|
| Distinct (%) | 44.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 38.1 MiB |
| Minimum | 2025-05-03 00:00:00 |
|---|---|
| Maximum | 2025-06-01 23:59:59 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
source_ip
Text
| Distinct | 3433034 |
|---|---|
| Distinct (%) | 68.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 38.1 MiB |
Length
| Max length | 15 |
|---|---|
| Median length | 14 |
| Mean length | 13.360341 |
| Min length | 7 |
Unique
| Unique | 3016872 ? |
|---|---|
| Unique (%) | 60.3% |
Sample
| 1st row | 10.105.90.240 |
|---|---|
| 2nd row | 172.22.51.179 |
| 3rd row | 172.25.234.43 |
| 4th row | 10.209.50.247 |
| 5th row | 172.27.191.134 |
| Value | Count | Frequency (%) |
| 192.168.44.210 | 37 | < 0.1% |
| 192.168.154.195 | 36 | < 0.1% |
| 192.168.129.192 | 35 | < 0.1% |
| 192.168.136.66 | 35 | < 0.1% |
| 192.168.33.72 | 35 | < 0.1% |
| 192.168.126.197 | 35 | < 0.1% |
| 192.168.88.128 | 34 | < 0.1% |
| 192.168.40.184 | 34 | < 0.1% |
| 192.168.254.8 | 34 | < 0.1% |
| 192.168.160.45 | 34 | < 0.1% |
| Other values (3433024) | 4999631 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 14999940 | |
| 1 | 13919207 | |
| 2 | 9349059 | |
| 0 | 3926392 | 5.9% |
| 9 | 3867639 | 5.8% |
| 8 | 3803637 | 5.7% |
| 6 | 3797709 | 5.7% |
| 7 | 3791976 | 5.7% |
| 3 | 3288203 | 4.9% |
| 4 | 3126704 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 66801437 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 14999940 | |
| 1 | 13919207 | |
| 2 | 9349059 | |
| 0 | 3926392 | 5.9% |
| 9 | 3867639 | 5.8% |
| 8 | 3803637 | 5.7% |
| 6 | 3797709 | 5.7% |
| 7 | 3791976 | 5.7% |
| 3 | 3288203 | 4.9% |
| 4 | 3126704 | 4.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 66801437 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 14999940 | |
| 1 | 13919207 | |
| 2 | 9349059 | |
| 0 | 3926392 | 5.9% |
| 9 | 3867639 | 5.8% |
| 8 | 3803637 | 5.7% |
| 6 | 3797709 | 5.7% |
| 7 | 3791976 | 5.7% |
| 3 | 3288203 | 4.9% |
| 4 | 3126704 | 4.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 66801437 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 14999940 | |
| 1 | 13919207 | |
| 2 | 9349059 | |
| 0 | 3926392 | 5.9% |
| 9 | 3867639 | 5.8% |
| 8 | 3803637 | 5.7% |
| 6 | 3797709 | 5.7% |
| 7 | 3791976 | 5.7% |
| 3 | 3288203 | 4.9% |
| 4 | 3126704 | 4.7% |
dest_ip
Text
| Distinct | 2487447 |
|---|---|
| Distinct (%) | 49.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 38.1 MiB |
Length
| Max length | 15 |
|---|---|
| Median length | 14 |
| Mean length | 13.330234 |
| Min length | 8 |
Unique
| Unique | 1849930 ? |
|---|---|
| Unique (%) | 37.0% |
Sample
| 1st row | 10.2.137.106 |
|---|---|
| 2nd row | 192.168.85.218 |
| 3rd row | 192.168.150.181 |
| 4th row | 10.0.122.90 |
| 5th row | 192.168.237.151 |
| Value | Count | Frequency (%) |
| 192.168.242.103 | 48 | < 0.1% |
| 192.168.63.158 | 48 | < 0.1% |
| 192.168.186.238 | 47 | < 0.1% |
| 192.168.90.171 | 47 | < 0.1% |
| 192.168.58.83 | 47 | < 0.1% |
| 192.168.95.71 | 47 | < 0.1% |
| 192.168.198.39 | 47 | < 0.1% |
| 192.168.152.40 | 47 | < 0.1% |
| 192.168.176.58 | 46 | < 0.1% |
| 192.168.129.174 | 46 | < 0.1% |
| Other values (2487437) | 4999510 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 14999940 | |
| 1 | 14396373 | |
| 2 | 9580447 | |
| 0 | 3972671 | 6.0% |
| 7 | 3926830 | 5.9% |
| 6 | 3925143 | 5.9% |
| 9 | 3924462 | 5.9% |
| 8 | 3923177 | 5.9% |
| 3 | 2865849 | 4.3% |
| 4 | 2656729 | 4.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 66650901 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| . | 14999940 | |
| 1 | 14396373 | |
| 2 | 9580447 | |
| 0 | 3972671 | 6.0% |
| 7 | 3926830 | 5.9% |
| 6 | 3925143 | 5.9% |
| 9 | 3924462 | 5.9% |
| 8 | 3923177 | 5.9% |
| 3 | 2865849 | 4.3% |
| 4 | 2656729 | 4.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 66650901 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| . | 14999940 | |
| 1 | 14396373 | |
| 2 | 9580447 | |
| 0 | 3972671 | 6.0% |
| 7 | 3926830 | 5.9% |
| 6 | 3925143 | 5.9% |
| 9 | 3924462 | 5.9% |
| 8 | 3923177 | 5.9% |
| 3 | 2865849 | 4.3% |
| 4 | 2656729 | 4.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 66650901 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| . | 14999940 | |
| 1 | 14396373 | |
| 2 | 9580447 | |
| 0 | 3972671 | 6.0% |
| 7 | 3926830 | 5.9% |
| 6 | 3925143 | 5.9% |
| 9 | 3924462 | 5.9% |
| 8 | 3923177 | 5.9% |
| 3 | 2865849 | 4.3% |
| 4 | 2656729 | 4.0% |
source_port
Real number (ℝ)
| Distinct | 64512 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33286.39 |
| Minimum | 1024 |
|---|---|
| Maximum | 65535 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 38.1 MiB |
Quantile statistics
| Minimum | 1024 |
|---|---|
| 5-th percentile | 4262 |
| Q1 | 17168 |
| median | 33291 |
| Q3 | 49404 |
| 95-th percentile | 62301 |
| Maximum | 65535 |
| Range | 64511 |
| Interquartile range (IQR) | 32236 |
Descriptive statistics
| Standard deviation | 18617.757 |
|---|---|
| Coefficient of variation (CV) | 0.55932041 |
| Kurtosis | -1.1996344 |
| Mean | 33286.39 |
| Median Absolute Deviation (MAD) | 16118 |
| Skewness | -0.00032635275 |
| Sum | 1.6643128 × 1011 |
| Variance | 3.4662088 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 29024 | 120 | < 0.1% |
| 49630 | 116 | < 0.1% |
| 12849 | 115 | < 0.1% |
| 42860 | 115 | < 0.1% |
| 2997 | 113 | < 0.1% |
| 21236 | 112 | < 0.1% |
| 30515 | 112 | < 0.1% |
| 29041 | 111 | < 0.1% |
| 58211 | 111 | < 0.1% |
| 18906 | 111 | < 0.1% |
| Other values (64502) | 4998844 |
| Value | Count | Frequency (%) |
| 1024 | 72 | |
| 1025 | 65 | |
| 1026 | 70 | |
| 1027 | 72 | |
| 1028 | 66 | |
| 1029 | 79 | |
| 1030 | 81 | |
| 1031 | 77 | |
| 1032 | 70 | |
| 1033 | 80 |
| Value | Count | Frequency (%) |
| 65535 | 77 | |
| 65534 | 68 | |
| 65533 | 92 | |
| 65532 | 80 | |
| 65531 | 86 | |
| 65530 | 89 | |
| 65529 | 73 | |
| 65528 | 84 | |
| 65527 | 79 | |
| 65526 | 78 |
dest_port
Real number (ℝ)
| Distinct | 27815 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1302.3912 |
| Minimum | 1 |
|---|---|
| Maximum | 65534 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 38.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 25 |
| median | 53 |
| Q3 | 443 |
| 95-th percentile | 5432 |
| Maximum | 65534 |
| Range | 65533 |
| Interquartile range (IQR) | 418 |
Descriptive statistics
| Standard deviation | 4990.2454 |
|---|---|
| Coefficient of variation (CV) | 3.8316027 |
| Kurtosis | 49.920678 |
| Mean | 1302.3912 |
| Median Absolute Deviation (MAD) | 31 |
| Skewness | 6.4915129 |
| Sum | 6.5119297 × 109 |
| Variance | 24902550 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 80 | 795338 | |
| 22 | 795025 | |
| 443 | 794432 | |
| 53 | 789482 | |
| 25 | 786207 | |
| 21 | 107179 | 2.1% |
| 3389 | 106363 | 2.1% |
| 1433 | 99752 | 2.0% |
| 23 | 99399 | 2.0% |
| 3306 | 98968 | 2.0% |
| Other values (27805) | 527835 |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 4 | 2 | < 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 2 | < 0.1% |
| 11 | 1 | < 0.1% |
| 13 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 21 | 107179 | 2.1% |
| 22 | 795025 |
| Value | Count | Frequency (%) |
| 65534 | 1 | < 0.1% |
| 65533 | 1 | < 0.1% |
| 65527 | 1 | < 0.1% |
| 65525 | 3 | |
| 65523 | 1 | < 0.1% |
| 65520 | 1 | < 0.1% |
| 65519 | 2 | |
| 65518 | 1 | < 0.1% |
| 65517 | 1 | < 0.1% |
| 65516 | 2 |
protocol
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 38.1 MiB |
| TCP | |
|---|---|
| UDP | |
| ICMP |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.3330975 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TCP |
|---|---|
| 2nd row | UDP |
| 3rd row | TCP |
| 4th row | TCP |
| 5th row | ICMP |
Common Values
| Value | Count | Frequency (%) |
| TCP | 1667838 | |
| UDP | 1666661 | |
| ICMP | 1665481 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| tcp | 1667838 | |
| udp | 1666661 | |
| icmp | 1665481 |
Most occurring characters
| Value | Count | Frequency (%) |
| P | 4999980 | |
| C | 3333319 | |
| T | 1667838 | 10.0% |
| U | 1666661 | 10.0% |
| D | 1666661 | 10.0% |
| I | 1665481 | 10.0% |
| M | 1665481 | 10.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 16665421 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| P | 4999980 | |
| C | 3333319 | |
| T | 1667838 | 10.0% |
| U | 1666661 | 10.0% |
| D | 1666661 | 10.0% |
| I | 1665481 | 10.0% |
| M | 1665481 | 10.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 16665421 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| P | 4999980 | |
| C | 3333319 | |
| T | 1667838 | 10.0% |
| U | 1666661 | 10.0% |
| D | 1666661 | 10.0% |
| I | 1665481 | 10.0% |
| M | 1665481 | 10.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 16665421 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| P | 4999980 | |
| C | 3333319 | |
| T | 1667838 | 10.0% |
| U | 1666661 | 10.0% |
| D | 1666661 | 10.0% |
| I | 1665481 | 10.0% |
| M | 1665481 | 10.0% |
duration
Real number (ℝ)
High correlation  Skewed  Unique 
| Distinct | 4999980 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.147608 |
| Minimum | 0.0010115253 |
|---|---|
| Maximum | 3599.9557 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 38.1 MiB |
Quantile statistics
| Minimum | 0.0010115253 |
|---|---|
| 5-th percentile | 1.2988664 |
| Q1 | 3.6775219 |
| median | 7.3115413 |
| Q3 | 14.455591 |
| 95-th percentile | 38.276362 |
| Maximum | 3599.9557 |
| Range | 3599.9547 |
| Interquartile range (IQR) | 10.778069 |
Descriptive statistics
| Standard deviation | 53.448568 |
|---|---|
| Coefficient of variation (CV) | 4.0652695 |
| Kurtosis | 2487.9606 |
| Mean | 13.147608 |
| Median Absolute Deviation (MAD) | 4.4366334 |
| Skewness | 46.329338 |
| Sum | 65737775 |
| Variance | 2856.7494 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9.735717535 | 1 | < 0.1% |
| 3.364890537 | 1 | < 0.1% |
| 14.68641517 | 1 | < 0.1% |
| 1.655156466 | 1 | < 0.1% |
| 4.358016881 | 1 | < 0.1% |
| 1.840864708 | 1 | < 0.1% |
| 2.485732715 | 1 | < 0.1% |
| 33.61791684 | 1 | < 0.1% |
| 13.41163834 | 1 | < 0.1% |
| 17.62174242 | 1 | < 0.1% |
| Other values (4999970) | 4999970 |
| Value | Count | Frequency (%) |
| 0.001011525325 | 1 | |
| 0.001012573054 | 1 | |
| 0.001014164959 | 1 | |
| 0.001018804127 | 1 | |
| 0.001026028399 | 1 | |
| 0.001029666659 | 1 | |
| 0.001035507737 | 1 | |
| 0.001039009023 | 1 | |
| 0.001046861058 | 1 | |
| 0.001064261638 | 1 |
| Value | Count | Frequency (%) |
| 3599.955683 | 1 | |
| 3599.07674 | 1 | |
| 3598.129083 | 1 | |
| 3597.526493 | 1 | |
| 3597.041353 | 1 | |
| 3595.984312 | 1 | |
| 3592.989136 | 1 | |
| 3592.111057 | 1 | |
| 3590.828593 | 1 | |
| 3586.761133 | 1 |
packets
Real number (ℝ)
High correlation  Skewed 
| Distinct | 897 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.201782 |
| Minimum | 1 |
|---|---|
| Maximum | 10289 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 38.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 38 |
| Q1 | 45 |
| median | 50 |
| Q3 | 55 |
| 95-th percentile | 62 |
| Maximum | 10289 |
| Range | 10288 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 236.04302 |
|---|---|
| Coefficient of variation (CV) | 4.1264977 |
| Kurtosis | 1706.4905 |
| Mean | 57.201782 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 40.701911 |
| Sum | 2.8600777 × 108 |
| Variance | 55716.308 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 50 | 277015 | 5.5% |
| 49 | 276714 | 5.5% |
| 51 | 270541 | 5.4% |
| 48 | 270090 | 5.4% |
| 52 | 261067 | 5.2% |
| 47 | 260028 | 5.2% |
| 53 | 246240 | 4.9% |
| 46 | 244381 | 4.9% |
| 54 | 227675 | 4.6% |
| 45 | 225468 | 4.5% |
| Other values (887) | 2440761 |
| Value | Count | Frequency (%) |
| 1 | 1464 | < 0.1% |
| 2 | 2952 | |
| 3 | 5131 | |
| 4 | 6357 | |
| 5 | 6414 | |
| 6 | 5321 | |
| 7 | 3756 | |
| 8 | 2360 | < 0.1% |
| 9 | 1430 | < 0.1% |
| 10 | 738 | < 0.1% |
| Value | Count | Frequency (%) |
| 10289 | 1 | < 0.1% |
| 10285 | 1 | < 0.1% |
| 10278 | 1 | < 0.1% |
| 10276 | 1 | < 0.1% |
| 10275 | 1 | < 0.1% |
| 10271 | 1 | < 0.1% |
| 10270 | 2 | |
| 10266 | 3 | |
| 10261 | 1 | < 0.1% |
| 10252 | 1 | < 0.1% |
bytes
Real number (ℝ)
High correlation  Skewed 
| Distinct | 96008 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47322.729 |
| Minimum | 1 |
|---|---|
| Maximum | 18221935 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 38.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 21005 |
| Q1 | 31657 |
| median | 39220 |
| Q3 | 47347 |
| 95-th percentile | 60394 |
| Maximum | 18221935 |
| Range | 18221934 |
| Interquartile range (IQR) | 15690 |
Descriptive statistics
| Standard deviation | 326633.16 |
|---|---|
| Coefficient of variation (CV) | 6.902247 |
| Kurtosis | 1869.6576 |
| Mean | 47322.729 |
| Median Absolute Deviation (MAD) | 7829 |
| Skewness | 43.119853 |
| Sum | 2.366127 × 1011 |
| Variance | 1.0668922 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 237 | < 0.1% |
| 38645 | 232 | < 0.1% |
| 37880 | 224 | < 0.1% |
| 37130 | 222 | < 0.1% |
| 37386 | 222 | < 0.1% |
| 37195 | 219 | < 0.1% |
| 36192 | 218 | < 0.1% |
| 38777 | 217 | < 0.1% |
| 37540 | 216 | < 0.1% |
| 34373 | 216 | < 0.1% |
| Other values (95998) | 4997757 |
| Value | Count | Frequency (%) |
| 1 | 237 | |
| 28 | 1 | < 0.1% |
| 30 | 1 | < 0.1% |
| 33 | 2 | < 0.1% |
| 36 | 2 | < 0.1% |
| 37 | 2 | < 0.1% |
| 38 | 2 | < 0.1% |
| 39 | 11 | < 0.1% |
| 40 | 8 | < 0.1% |
| 41 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 18221935 | 1 | |
| 17955995 | 1 | |
| 17274008 | 1 | |
| 17251106 | 1 | |
| 17155495 | 1 | |
| 17144238 | 1 | |
| 17094607 | 1 | |
| 17070519 | 1 | |
| 17050082 | 1 | |
| 16982759 | 1 |
bytes_per_packet
Real number (ℝ)
High correlation 
| Distinct | 1123214 |
|---|---|
| Distinct (%) | 22.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 791.49458 |
| Minimum | 1 |
|---|---|
| Maximum | 2222.956 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 38.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 442.41509 |
| Q1 | 658.59459 |
| median | 796.98246 |
| Q3 | 933.74 |
| 95-th percentile | 1131 |
| Maximum | 2222.956 |
| Range | 2221.956 |
| Interquartile range (IQR) | 275.14541 |
Descriptive statistics
| Standard deviation | 216.27265 |
|---|---|
| Coefficient of variation (CV) | 0.27324589 |
| Kurtosis | 0.83642811 |
| Mean | 791.49458 |
| Median Absolute Deviation (MAD) | 137.5731 |
| Skewness | -0.31583633 |
| Sum | 3.9574571 × 109 |
| Variance | 46773.857 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 64 | 410 | < 0.1% |
| 1 | 389 | < 0.1% |
| 63 | 380 | < 0.1% |
| 67 | 369 | < 0.1% |
| 65 | 362 | < 0.1% |
| 62 | 361 | < 0.1% |
| 68 | 342 | < 0.1% |
| 60 | 338 | < 0.1% |
| 66 | 333 | < 0.1% |
| 59 | 324 | < 0.1% |
| Other values (1123204) | 4996372 |
| Value | Count | Frequency (%) |
| 1 | 389 | |
| 1.039215686 | 1 | < 0.1% |
| 1.5 | 1 | < 0.1% |
| 1.923076923 | 1 | < 0.1% |
| 1.941176471 | 1 | < 0.1% |
| 2.37254902 | 1 | < 0.1% |
| 2.957446809 | 1 | < 0.1% |
| 3.109090909 | 1 | < 0.1% |
| 3.12244898 | 1 | < 0.1% |
| 3.222222222 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2222.956044 | 1 | |
| 2182.272727 | 1 | |
| 2173.820513 | 1 | |
| 2173.690722 | 1 | |
| 2136.071429 | 1 | |
| 2130.419355 | 1 | |
| 2123.322581 | 1 | |
| 2120.870968 | 1 | |
| 2105.206897 | 1 | |
| 2094.357143 | 1 |
packets_per_second
Real number (ℝ)
High correlation  Skewed  Unique 
| Distinct | 4999980 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180.83007 |
| Minimum | 0.022609253 |
|---|---|
| Maximum | 1020544 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 38.1 MiB |
Quantile statistics
| Minimum | 0.022609253 |
|---|---|
| 5-th percentile | 1.2547936 |
| Q1 | 3.3970991 |
| median | 6.7631247 |
| Q3 | 13.569023 |
| 95-th percentile | 38.752433 |
| Maximum | 1020544 |
| Range | 1020544 |
| Interquartile range (IQR) | 10.171923 |
Descriptive statistics
| Standard deviation | 6406.8403 |
|---|---|
| Coefficient of variation (CV) | 35.430171 |
| Kurtosis | 7711.8233 |
| Mean | 180.83007 |
| Median Absolute Deviation (MAD) | 4.1250202 |
| Skewness | 76.769602 |
| Sum | 9.0414674 × 108 |
| Variance | 41047603 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.190019611 | 1 | < 0.1% |
| 14.56213789 | 1 | < 0.1% |
| 3.813047591 | 1 | < 0.1% |
| 32.62531435 | 1 | < 0.1% |
| 11.70257055 | 1 | < 0.1% |
| 27.70437164 | 1 | < 0.1% |
| 18.50560992 | 1 | < 0.1% |
| 1.546794236 | 1 | < 0.1% |
| 3.877229514 | 1 | < 0.1% |
| 3.745373098 | 1 | < 0.1% |
| Other values (4999970) | 4999970 |
| Value | Count | Frequency (%) |
| 0.0226092526 | 1 | |
| 0.04985491684 | 1 | |
| 0.05307970834 | 1 | |
| 0.05872328551 | 1 | |
| 0.05883796339 | 1 | |
| 0.06155409163 | 1 | |
| 0.06374213069 | 1 | |
| 0.0659931909 | 1 | |
| 0.06612578444 | 1 | |
| 0.06718721909 | 1 |
| Value | Count | Frequency (%) |
| 1020544.036 | 1 | |
| 1008093.241 | 1 | |
| 1002878.682 | 1 | |
| 988570.6476 | 1 | |
| 985804.1731 | 1 | |
| 965838.2545 | 1 | |
| 955139.2546 | 1 | |
| 951629.7149 | 1 | |
| 946095.937 | 1 | |
| 942173.7323 | 1 |
tcp_flags
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 38.1 MiB |
| FIN | |
|---|---|
| SYN | |
| URG | |
| PSH | |
| ACK |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RST |
|---|---|
| 2nd row | SYN |
| 3rd row | SYN |
| 4th row | FIN |
| 5th row | RST |
Common Values
| Value | Count | Frequency (%) |
| FIN | 834942 | |
| SYN | 834226 | |
| URG | 834047 | |
| PSH | 832843 | |
| ACK | 831985 | |
| RST | 831937 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| fin | 834942 | |
| syn | 834226 | |
| urg | 834047 | |
| psh | 832843 | |
| ack | 831985 | |
| rst | 831937 |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 2499006 | |
| N | 1669168 | |
| R | 1665984 | |
| F | 834942 | 5.6% |
| I | 834942 | 5.6% |
| Y | 834226 | 5.6% |
| U | 834047 | 5.6% |
| G | 834047 | 5.6% |
| P | 832843 | 5.6% |
| H | 832843 | 5.6% |
| Other values (4) | 3327892 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 14999940 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| S | 2499006 | |
| N | 1669168 | |
| R | 1665984 | |
| F | 834942 | 5.6% |
| I | 834942 | 5.6% |
| Y | 834226 | 5.6% |
| U | 834047 | 5.6% |
| G | 834047 | 5.6% |
| P | 832843 | 5.6% |
| H | 832843 | 5.6% |
| Other values (4) | 3327892 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 14999940 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| S | 2499006 | |
| N | 1669168 | |
| R | 1665984 | |
| F | 834942 | 5.6% |
| I | 834942 | 5.6% |
| Y | 834226 | 5.6% |
| U | 834047 | 5.6% |
| G | 834047 | 5.6% |
| P | 832843 | 5.6% |
| H | 832843 | 5.6% |
| Other values (4) | 3327892 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 14999940 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| S | 2499006 | |
| N | 1669168 | |
| R | 1665984 | |
| F | 834942 | 5.6% |
| I | 834942 | 5.6% |
| Y | 834226 | 5.6% |
| U | 834047 | 5.6% |
| G | 834047 | 5.6% |
| P | 832843 | 5.6% |
| H | 832843 | 5.6% |
| Other values (4) | 3327892 |
service
Categorical
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 38.1 MiB |
| HTTP | |
|---|---|
| SSH | |
| HTTPS | |
| DNS | |
| SMTP | |
| Other values (11) |
Length
| Max length | 10 |
|---|---|
| Median length | 7 |
| Mean length | 4.1360277 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | MongoDB |
|---|---|
| 2nd row | SMTP |
| 3rd row | SMTP |
| 4th row | HTTPS |
| 5th row | HTTPS |
Common Values
| Value | Count | Frequency (%) |
| HTTP | 795338 | |
| SSH | 795025 | |
| HTTPS | 794432 | |
| DNS | 789482 | |
| SMTP | 786207 | |
| FTP | 107179 | 2.1% |
| RDP | 106363 | 2.1% |
| MSSQL | 99752 | 2.0% |
| Telnet | 99399 | 2.0% |
| MySQL | 98968 | 2.0% |
| Other values (6) | 527835 |
Length
| Value | Count | Frequency (%) |
| http | 795338 | |
| ssh | 795025 | |
| https | 794432 | |
| dns | 789482 | |
| smtp | 786207 | |
| ftp | 107179 | 2.1% |
| rdp | 106363 | 2.1% |
| mssql | 99752 | 2.0% |
| telnet | 99399 | 2.0% |
| mysql | 98968 | 2.0% |
| Other values (6) | 527835 |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 4554444 | |
| T | 4172325 | |
| P | 2984200 | |
| H | 2384795 | |
| M | 1181244 | 5.7% |
| D | 993421 | 4.8% |
| N | 789482 | 3.8% |
| e | 395262 | 1.9% |
| o | 329506 | 1.6% |
| n | 305497 | 1.5% |
| Other values (20) | 2589880 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 20680056 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| S | 4554444 | |
| T | 4172325 | |
| P | 2984200 | |
| H | 2384795 | |
| M | 1181244 | 5.7% |
| D | 993421 | 4.8% |
| N | 789482 | 3.8% |
| e | 395262 | 1.9% |
| o | 329506 | 1.6% |
| n | 305497 | 1.5% |
| Other values (20) | 2589880 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 20680056 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| S | 4554444 | |
| T | 4172325 | |
| P | 2984200 | |
| H | 2384795 | |
| M | 1181244 | 5.7% |
| D | 993421 | 4.8% |
| N | 789482 | 3.8% |
| e | 395262 | 1.9% |
| o | 329506 | 1.6% |
| n | 305497 | 1.5% |
| Other values (20) | 2589880 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 20680056 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| S | 4554444 | |
| T | 4172325 | |
| P | 2984200 | |
| H | 2384795 | |
| M | 1181244 | 5.7% |
| D | 993421 | 4.8% |
| N | 789482 | 3.8% |
| e | 395262 | 1.9% |
| o | 329506 | 1.6% |
| n | 305497 | 1.5% |
| Other values (20) | 2589880 |
attack_state
Categorical
High correlation  Imbalance 
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 38.1 MiB |
| Normal | |
|---|---|
| Port_Scan | 36181 |
| Brute_Force | 21792 |
| DDoS | 10789 |
| Phishing | 7233 |
| Other values (7) | 15606 |
Length
| Max length | 17 |
|---|---|
| Median length | 6 |
| Mean length | 6.0600656 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Normal |
|---|---|
| 2nd row | Normal |
| 3rd row | Normal |
| 4th row | Normal |
| 5th row | Normal |
Common Values
| Value | Count | Frequency (%) |
| Normal | 4908379 | |
| Port_Scan | 36181 | 0.7% |
| Brute_Force | 21792 | 0.4% |
| DDoS | 10789 | 0.2% |
| Phishing | 7233 | 0.1% |
| SQL_Injection | 5360 | 0.1% |
| Malware | 3648 | 0.1% |
| Data_Exfiltration | 2714 | 0.1% |
| Insider_Threat | 1839 | < 0.1% |
| Ransomware | 1166 | < 0.1% |
| Other values (2) | 879 | < 0.1% |
Length
| Value | Count | Frequency (%) |
| normal | 4908379 | |
| port_scan | 36181 | 0.7% |
| brute_force | 21792 | 0.4% |
| ddos | 10789 | 0.2% |
| phishing | 7233 | 0.1% |
| sql_injection | 5360 | 0.1% |
| malware | 3648 | 0.1% |
| data_exfiltration | 2714 | 0.1% |
| insider_threat | 1839 | < 0.1% |
| ransomware | 1166 | < 0.1% |
| Other values (2) | 879 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 4999785 | |
| o | 4986816 | |
| a | 4964604 | |
| l | 4914741 | |
| m | 4909545 | |
| N | 4908379 | |
| t | 73314 | 0.2% |
| _ | 68321 | 0.2% |
| c | 63333 | 0.2% |
| n | 59853 | 0.2% |
| Other values (26) | 351516 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 30300207 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 4999785 | |
| o | 4986816 | |
| a | 4964604 | |
| l | 4914741 | |
| m | 4909545 | |
| N | 4908379 | |
| t | 73314 | 0.2% |
| _ | 68321 | 0.2% |
| c | 63333 | 0.2% |
| n | 59853 | 0.2% |
| Other values (26) | 351516 | 1.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 30300207 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 4999785 | |
| o | 4986816 | |
| a | 4964604 | |
| l | 4914741 | |
| m | 4909545 | |
| N | 4908379 | |
| t | 73314 | 0.2% |
| _ | 68321 | 0.2% |
| c | 63333 | 0.2% |
| n | 59853 | 0.2% |
| Other values (26) | 351516 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 30300207 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 4999785 | |
| o | 4986816 | |
| a | 4964604 | |
| l | 4914741 | |
| m | 4909545 | |
| N | 4908379 | |
| t | 73314 | 0.2% |
| _ | 68321 | 0.2% |
| c | 63333 | 0.2% |
| n | 59853 | 0.2% |
| Other values (26) | 351516 | 1.2% |
severity_score
Categorical
High correlation  Imbalance 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 38.1 MiB |
| 1 | |
|---|---|
| 2 | 43414 |
| 3 | 30800 |
| 4 | 15342 |
| 5 | 2045 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 4908379 | |
| 2 | 43414 | 0.9% |
| 3 | 30800 | 0.6% |
| 4 | 15342 | 0.3% |
| 5 | 2045 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 4908379 | |
| 2 | 43414 | 0.9% |
| 3 | 30800 | 0.6% |
| 4 | 15342 | 0.3% |
| 5 | 2045 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 4908379 | |
| 2 | 43414 | 0.9% |
| 3 | 30800 | 0.6% |
| 4 | 15342 | 0.3% |
| 5 | 2045 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4999980 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 4908379 | |
| 2 | 43414 | 0.9% |
| 3 | 30800 | 0.6% |
| 4 | 15342 | 0.3% |
| 5 | 2045 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4999980 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 4908379 | |
| 2 | 43414 | 0.9% |
| 3 | 30800 | 0.6% |
| 4 | 15342 | 0.3% |
| 5 | 2045 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4999980 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 4908379 | |
| 2 | 43414 | 0.9% |
| 3 | 30800 | 0.6% |
| 4 | 15342 | 0.3% |
| 5 | 2045 | < 0.1% |
is_weekend
Boolean
High correlation 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.8 MiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 3333320 | |
| True | 1666660 |
hour_of_day
Real number (ℝ)
Zeros 
| Distinct | 24 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.499219 |
| Minimum | 0 |
|---|---|
| Maximum | 23 |
| Zeros | 207608 |
| Zeros (%) | 4.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 38.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5.75 |
| median | 11 |
| Q3 | 17 |
| 95-th percentile | 22 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range (IQR) | 11.25 |
Descriptive statistics
| Standard deviation | 6.9202073 |
|---|---|
| Coefficient of variation (CV) | 0.60179804 |
| Kurtosis | -1.2035876 |
| Mean | 11.499219 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.00015552093 |
| Sum | 57495864 |
| Variance | 47.889269 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 209046 | 4.2% |
| 8 | 208925 | 4.2% |
| 11 | 208894 | 4.2% |
| 2 | 208829 | 4.2% |
| 15 | 208795 | 4.2% |
| 21 | 208772 | 4.2% |
| 12 | 208615 | 4.2% |
| 5 | 208578 | 4.2% |
| 17 | 208576 | 4.2% |
| 3 | 208545 | 4.2% |
| Other values (14) | 2912405 |
| Value | Count | Frequency (%) |
| 0 | 207608 | |
| 1 | 208479 | |
| 2 | 208829 | |
| 3 | 208545 | |
| 4 | 207956 | |
| 5 | 208578 | |
| 6 | 207628 | |
| 7 | 207921 | |
| 8 | 208925 | |
| 9 | 208184 |
| Value | Count | Frequency (%) |
| 23 | 207978 | |
| 22 | 208039 | |
| 21 | 208772 | |
| 20 | 207643 | |
| 19 | 208263 | |
| 18 | 208523 | |
| 17 | 208576 | |
| 16 | 207689 | |
| 15 | 208795 | |
| 14 | 208435 |
day_of_week
Real number (ℝ)
High correlation  Zeros 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.1666667 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 666664 |
| Zeros (%) | 13.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 38.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.0344261 |
|---|---|
| Coefficient of variation (CV) | 0.64245036 |
| Kurtosis | -1.2906987 |
| Mean | 3.1666667 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.10776477 |
| Sum | 15833270 |
| Variance | 4.1388897 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 833330 | |
| 6 | 833330 | |
| 0 | 666664 | |
| 1 | 666664 | |
| 2 | 666664 | |
| 3 | 666664 | |
| 4 | 666664 |
| Value | Count | Frequency (%) |
| 0 | 666664 | |
| 1 | 666664 | |
| 2 | 666664 | |
| 3 | 666664 | |
| 4 | 666664 | |
| 5 | 833330 | |
| 6 | 833330 |
| Value | Count | Frequency (%) |
| 6 | 833330 | |
| 5 | 833330 | |
| 4 | 666664 | |
| 3 | 666664 | |
| 2 | 666664 | |
| 1 | 666664 | |
| 0 | 666664 |
bytes_ratio
Real number (ℝ)
High correlation  Skewed  Unique 
| Distinct | 4999980 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.329057 |
| Minimum | 0.00077396691 |
|---|---|
| Maximum | 35179.454 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 38.1 MiB |
Quantile statistics
| Minimum | 0.00077396691 |
|---|---|
| 5-th percentile | 0.8881792 |
| Q1 | 2.5523234 |
| median | 5.2004571 |
| Q3 | 10.572009 |
| 95-th percentile | 29.722031 |
| Maximum | 35179.454 |
| Range | 35179.453 |
| Interquartile range (IQR) | 8.019686 |
Descriptive statistics
| Standard deviation | 205.90119 |
|---|---|
| Coefficient of variation (CV) | 14.369487 |
| Kurtosis | 7898.8186 |
| Mean | 14.329057 |
| Median Absolute Deviation (MAD) | 3.244647 |
| Skewness | 77.377145 |
| Sum | 71644997 |
| Variance | 42395.299 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7.727319505 | 1 | < 0.1% |
| 13.4096487 | 1 | < 0.1% |
| 2.868841681 | 1 | < 0.1% |
| 4.806192141 | 1 | < 0.1% |
| 10.81638766 | 1 | < 0.1% |
| 25.75909017 | 1 | < 0.1% |
| 15.51695392 | 1 | < 0.1% |
| 0.8220318984 | 1 | < 0.1% |
| 3.416733947 | 1 | < 0.1% |
| 1.597685367 | 1 | < 0.1% |
| Other values (4999970) | 4999970 |
| Value | Count | Frequency (%) |
| 0.0007739669074 | 1 | |
| 0.0008669130299 | 1 | |
| 0.001116436643 | 1 | |
| 0.001278565573 | 1 | |
| 0.00130097255 | 1 | |
| 0.001535710108 | 1 | |
| 0.00177247783 | 1 | |
| 0.001917395042 | 1 | |
| 0.002154021645 | 1 | |
| 0.002224363532 | 1 |
| Value | Count | Frequency (%) |
| 35179.45357 | 1 | |
| 34441.09304 | 1 | |
| 33110.47206 | 1 | |
| 32682.85137 | 1 | |
| 32612.40972 | 1 | |
| 32353.43131 | 1 | |
| 32227.49881 | 1 | |
| 31791.83169 | 1 | |
| 31246.24587 | 1 | |
| 31242.3175 | 1 |
packet_size_variance
Real number (ℝ)
High correlation  Zeros 
| Distinct | 415199 |
|---|---|
| Distinct (%) | 8.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 73.272139 |
| Minimum | 0 |
|---|---|
| Maximum | 944.15345 |
| Zeros | 3016872 |
| Zeros (%) | 60.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 38.1 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 171.20991 |
| 95-th percentile | 250.18133 |
| Maximum | 944.15345 |
| Range | 944.15345 |
| Interquartile range (IQR) | 171.20991 |
Descriptive statistics
| Standard deviation | 102.48301 |
|---|---|
| Coefficient of variation (CV) | 1.3986627 |
| Kurtosis | 0.41969307 |
| Mean | 73.272139 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.1015738 |
| Sum | 3.6635923 × 108 |
| Variance | 10502.768 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3016872 | |
| 219.0670142 | 37 | < 0.1% |
| 239.7810508 | 36 | < 0.1% |
| 151.4533622 | 35 | < 0.1% |
| 196.5699188 | 35 | < 0.1% |
| 187.3786541 | 35 | < 0.1% |
| 166.7480782 | 35 | < 0.1% |
| 206.8719459 | 34 | < 0.1% |
| 220.7260971 | 34 | < 0.1% |
| 216.2337802 | 34 | < 0.1% |
| Other values (415189) | 1982793 |
| Value | Count | Frequency (%) |
| 0 | 3016872 | |
| 0.0005269052021 | 2 | < 0.1% |
| 0.0008338523363 | 2 | < 0.1% |
| 0.00187065286 | 2 | < 0.1% |
| 0.002925959095 | 2 | < 0.1% |
| 0.003613360124 | 2 | < 0.1% |
| 0.005504204316 | 2 | < 0.1% |
| 0.006505870327 | 2 | < 0.1% |
| 0.008406164532 | 2 | < 0.1% |
| 0.008417937871 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 944.153451 | 2 | |
| 941.8015946 | 2 | |
| 931.2554903 | 2 | |
| 908.3061271 | 2 | |
| 905.9918128 | 2 | |
| 883.0140918 | 2 | |
| 855.7684015 | 2 | |
| 853.9402034 | 2 | |
| 851.353072 | 2 | |
| 843.439494 | 2 |
connection_frequency
Categorical
Imbalance 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 38.1 MiB |
| 1 | |
|---|---|
| 2 | 40 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 4999940 | |
| 2 | 40 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 4999940 | |
| 2 | 40 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 4999940 | |
| 2 | 40 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4999980 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 4999940 | |
| 2 | 40 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4999980 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 4999940 | |
| 2 | 40 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4999980 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 4999940 | |
| 2 | 40 | < 0.1% |
unique_ports_per_source
Real number (ℝ)
High correlation 
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7834485 |
| Minimum | 1 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 38.1 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 9 |
| Maximum | 14 |
| Range | 13 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.9063984 |
|---|---|
| Coefficient of variation (CV) | 1.0441718 |
| Kurtosis | 0.43769716 |
| Mean | 2.7834485 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.4015577 |
| Sum | 13917187 |
| Variance | 8.4471517 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 3087074 | |
| 2 | 516636 | 10.3% |
| 8 | 289554 | 5.8% |
| 7 | 268432 | 5.4% |
| 9 | 210502 | 4.2% |
| 3 | 196432 | 3.9% |
| 6 | 157273 | 3.1% |
| 10 | 108537 | 2.2% |
| 5 | 59692 | 1.2% |
| 4 | 55431 | 1.1% |
| Other values (4) | 50417 | 1.0% |
| Value | Count | Frequency (%) |
| 1 | 3087074 | |
| 2 | 516636 | 10.3% |
| 3 | 196432 | 3.9% |
| 4 | 55431 | 1.1% |
| 5 | 59692 | 1.2% |
| 6 | 157273 | 3.1% |
| 7 | 268432 | 5.4% |
| 8 | 289554 | 5.8% |
| 9 | 210502 | 4.2% |
| 10 | 108537 | 2.2% |
| Value | Count | Frequency (%) |
| 14 | 192 | < 0.1% |
| 13 | 1507 | < 0.1% |
| 12 | 10202 | 0.2% |
| 11 | 38516 | 0.8% |
| 10 | 108537 | 2.2% |
| 9 | 210502 | |
| 8 | 289554 | |
| 7 | 268432 | |
| 6 | 157273 | |
| 5 | 59692 | 1.2% |
Interactions
Correlations
| attack_state | bytes | bytes_per_packet | bytes_ratio | connection_frequency | day_of_week | dest_port | duration | hour_of_day | is_weekend | packet_size_variance | packets | packets_per_second | protocol | service | severity_score | source_port | tcp_flags | unique_ports_per_source | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| attack_state | 1.000 | 0.447 | 0.325 | 0.133 | 0.000 | 0.000 | 0.299 | 0.323 | 0.038 | 0.000 | 0.033 | 0.764 | 0.139 | 0.000 | 0.311 | 1.000 | 0.000 | 0.001 | 0.028 |
| bytes | 0.447 | 1.000 | 0.858 | 0.280 | 0.000 | -0.000 | -0.019 | 0.019 | -0.004 | 0.000 | 0.010 | 0.490 | 0.055 | 0.000 | 0.018 | 0.210 | 0.000 | 0.000 | 0.012 |
| bytes_per_packet | 0.325 | 0.858 | 1.000 | 0.241 | 0.000 | 0.000 | -0.019 | 0.022 | -0.005 | 0.001 | 0.016 | 0.029 | -0.016 | 0.001 | 0.238 | 0.407 | 0.001 | 0.001 | 0.015 |
| bytes_ratio | 0.133 | 0.280 | 0.241 | 1.000 | 0.000 | -0.000 | 0.008 | -0.936 | -0.000 | 0.000 | -0.003 | 0.148 | 0.952 | 0.000 | 0.009 | 0.167 | -0.001 | 0.000 | -0.001 |
| connection_frequency | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.001 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | 0.006 |
| day_of_week | 0.000 | -0.000 | 0.000 | -0.000 | 0.000 | 1.000 | -0.000 | 0.000 | -0.000 | 1.000 | 0.001 | -0.001 | -0.000 | 0.000 | 0.001 | 0.000 | -0.001 | 0.000 | 0.001 |
| dest_port | 0.299 | -0.019 | -0.019 | 0.008 | 0.000 | -0.000 | 1.000 | -0.026 | 0.003 | 0.001 | -0.008 | -0.017 | 0.026 | 0.000 | 0.443 | 0.409 | 0.000 | 0.000 | 0.001 |
| duration | 0.323 | 0.019 | 0.022 | -0.936 | 0.000 | 0.000 | -0.026 | 1.000 | -0.003 | 0.001 | 0.011 | 0.010 | -0.986 | 0.000 | 0.013 | 0.203 | 0.001 | 0.000 | 0.011 |
| hour_of_day | 0.038 | -0.004 | -0.005 | -0.000 | 0.001 | -0.000 | 0.003 | -0.003 | 1.000 | 0.000 | -0.003 | -0.003 | 0.003 | 0.000 | 0.024 | 0.057 | 0.001 | 0.000 | -0.002 |
| is_weekend | 0.000 | 0.000 | 0.001 | 0.000 | 0.000 | 1.000 | 0.001 | 0.001 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.000 | 0.000 | 0.001 | 0.000 |
| packet_size_variance | 0.033 | 0.010 | 0.016 | -0.003 | 0.004 | 0.001 | -0.008 | 0.011 | -0.003 | 0.000 | 1.000 | 0.010 | -0.010 | 0.000 | 0.021 | 0.050 | 0.001 | 0.000 | 0.919 |
| packets | 0.764 | 0.490 | 0.029 | 0.148 | 0.000 | -0.001 | -0.017 | 0.010 | -0.003 | 0.000 | 0.010 | 1.000 | 0.130 | 0.000 | 0.034 | 0.384 | -0.001 | 0.001 | 0.009 |
| packets_per_second | 0.139 | 0.055 | -0.016 | 0.952 | 0.000 | -0.000 | 0.026 | -0.986 | 0.003 | 0.000 | -0.010 | 0.130 | 1.000 | 0.000 | 0.009 | 0.174 | -0.001 | 0.000 | -0.010 |
| protocol | 0.000 | 0.000 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 |
| service | 0.311 | 0.018 | 0.238 | 0.009 | 0.000 | 0.001 | 0.443 | 0.013 | 0.024 | 0.002 | 0.021 | 0.034 | 0.009 | 0.001 | 1.000 | 0.466 | 0.000 | 0.000 | 0.031 |
| severity_score | 1.000 | 0.210 | 0.407 | 0.167 | 0.000 | 0.000 | 0.409 | 0.203 | 0.057 | 0.000 | 0.050 | 0.384 | 0.174 | 0.000 | 0.466 | 1.000 | 0.000 | 0.001 | 0.042 |
| source_port | 0.000 | 0.000 | 0.001 | -0.001 | 0.000 | -0.001 | 0.000 | 0.001 | 0.001 | 0.000 | 0.001 | -0.001 | -0.001 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.001 |
| tcp_flags | 0.001 | 0.000 | 0.001 | 0.000 | 0.001 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | 0.000 | 0.001 | 0.000 | 0.000 | 0.000 | 0.001 | 0.000 | 1.000 | 0.000 |
| unique_ports_per_source | 0.028 | 0.012 | 0.015 | -0.001 | 0.006 | 0.001 | 0.001 | 0.011 | -0.002 | 0.000 | 0.919 | 0.009 | -0.010 | 0.000 | 0.031 | 0.042 | 0.001 | 0.000 | 1.000 |
Missing values
Sample
| timestamp | source_ip | dest_ip | source_port | dest_port | protocol | duration | packets | bytes | bytes_per_packet | packets_per_second | tcp_flags | service | attack_state | severity_score | is_weekend | hour_of_day | day_of_week | bytes_ratio | packet_size_variance | connection_frequency | unique_ports_per_source | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2025-05-03 00:00:00 | 10.105.90.240 | 10.2.137.106 | 30797 | 27017 | TCP | 9.735718 | 70 | 75231 | 1074.728571 | 7.190020 | RST | MongoDB | Normal | 1 | True | 0 | 5 | 7.727320 | 0.000000 | 1 | 1 |
| 1 | 2025-05-03 00:00:00 | 172.22.51.179 | 192.168.85.218 | 43852 | 25 | UDP | 11.616564 | 47 | 30801 | 655.340426 | 4.045947 | SYN | SMTP | Normal | 1 | True | 0 | 5 | 2.651473 | 129.051038 | 1 | 2 |
| 2 | 2025-05-03 00:00:01 | 172.25.234.43 | 192.168.150.181 | 21956 | 25 | TCP | 21.216729 | 57 | 57941 | 1016.508772 | 2.686559 | SYN | SMTP | Normal | 1 | True | 0 | 5 | 2.730911 | 217.513692 | 1 | 1 |
| 3 | 2025-05-03 00:00:01 | 10.209.50.247 | 10.0.122.90 | 36284 | 443 | TCP | 1.457845 | 58 | 42479 | 732.396552 | 39.784741 | FIN | HTTPS | Normal | 1 | True | 0 | 5 | 29.138207 | 0.000000 | 1 | 1 |
| 4 | 2025-05-03 00:00:02 | 172.27.191.134 | 192.168.237.151 | 9491 | 443 | ICMP | 24.831519 | 42 | 37218 | 886.142857 | 1.691399 | RST | HTTPS | Normal | 1 | True | 0 | 5 | 1.498821 | 0.000000 | 1 | 1 |
| 5 | 2025-05-03 00:00:02 | 172.19.102.80 | 10.7.125.5 | 18348 | 22 | ICMP | 18.297253 | 45 | 45618 | 1013.733333 | 2.459386 | PSH | SSH | Normal | 1 | True | 0 | 5 | 2.493161 | 300.112419 | 1 | 3 |
| 6 | 2025-05-03 00:00:02 | 172.18.107.43 | 172.20.96.92 | 31959 | 22 | TCP | 3.641182 | 42 | 27418 | 652.809524 | 11.534716 | URG | SSH | Normal | 1 | True | 0 | 5 | 7.529973 | 0.000000 | 1 | 1 |
| 7 | 2025-05-03 00:00:02 | 192.168.87.167 | 172.20.47.128 | 5305 | 22 | UDP | 9.886790 | 52 | 31104 | 598.153846 | 5.259543 | FIN | SSH | Normal | 1 | True | 0 | 5 | 3.146016 | 221.204777 | 1 | 7 |
| 8 | 2025-05-03 00:00:03 | 54.38.236.144 | 10.131.212.221 | 6724 | 80 | ICMP | 21.217143 | 52 | 43064 | 828.153846 | 2.450848 | RST | HTTP | Normal | 1 | True | 0 | 5 | 2.029679 | 0.000000 | 1 | 1 |
| 9 | 2025-05-03 00:00:03 | 172.16.213.193 | 192.168.232.134 | 39302 | 23 | ICMP | 0.999457 | 58 | 53486 | 922.172414 | 58.031500 | ACK | Telnet | Normal | 1 | True | 0 | 5 | 53.515048 | 218.184522 | 1 | 2 |
| timestamp | source_ip | dest_ip | source_port | dest_port | protocol | duration | packets | bytes | bytes_per_packet | packets_per_second | tcp_flags | service | attack_state | severity_score | is_weekend | hour_of_day | day_of_week | bytes_ratio | packet_size_variance | connection_frequency | unique_ports_per_source | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4999970 | 2025-06-01 23:59:55 | 10.140.61.200 | 10.25.153.77 | 59848 | 80 | TCP | 10.245761 | 56 | 50719 | 905.696429 | 5.465675 | URG | HTTP | Normal | 1 | True | 23 | 6 | 4.950242 | 0.000000 | 1 | 1 |
| 4999971 | 2025-06-01 23:59:56 | 10.41.123.57 | 192.168.143.240 | 26566 | 22 | TCP | 2.086809 | 61 | 73001 | 1196.737705 | 29.231238 | URG | SSH | Normal | 1 | True | 23 | 6 | 34.982124 | 0.000000 | 1 | 1 |
| 4999972 | 2025-06-01 23:59:56 | 10.253.208.160 | 192.168.14.43 | 33956 | 53 | ICMP | 3.470795 | 55 | 54296 | 987.200000 | 15.846515 | FIN | DNS | Normal | 1 | True | 23 | 6 | 15.643680 | 0.000000 | 1 | 1 |
| 4999973 | 2025-06-01 23:59:57 | 172.26.101.198 | 192.168.13.123 | 2350 | 80 | ICMP | 2.242979 | 40 | 30983 | 774.575000 | 17.833423 | RST | HTTP | Normal | 1 | True | 23 | 6 | 13.813324 | 42.321404 | 1 | 4 |
| 4999974 | 2025-06-01 23:59:57 | 10.198.111.77 | 192.168.14.74 | 22141 | 443 | UDP | 3.127887 | 46 | 40977 | 890.804348 | 14.706413 | SYN | HTTPS | Normal | 1 | True | 23 | 6 | 13.100536 | 0.000000 | 1 | 1 |
| 4999975 | 2025-06-01 23:59:58 | 172.27.233.46 | 192.168.152.32 | 10302 | 443 | ICMP | 13.410444 | 49 | 63454 | 1294.979592 | 3.653868 | PSH | HTTPS | Normal | 1 | True | 23 | 6 | 4.731685 | 334.148463 | 1 | 3 |
| 4999976 | 2025-06-01 23:59:58 | 172.28.32.168 | 172.27.106.221 | 51910 | 1433 | ICMP | 17.902738 | 52 | 32720 | 629.230769 | 2.904584 | PSH | MSSQL | Normal | 1 | True | 23 | 6 | 1.827653 | 230.652793 | 1 | 2 |
| 4999977 | 2025-06-01 23:59:58 | 98.103.130.135 | 192.168.45.244 | 38001 | 80 | TCP | 7.135376 | 49 | 52559 | 1072.632653 | 6.867192 | ACK | HTTP | Normal | 1 | True | 23 | 6 | 7.365974 | 0.000000 | 1 | 1 |
| 4999978 | 2025-06-01 23:59:59 | 192.168.146.88 | 172.30.74.98 | 61264 | 53 | ICMP | 3.018305 | 43 | 47327 | 1100.627907 | 14.246406 | FIN | DNS | Normal | 1 | True | 23 | 6 | 15.679992 | 193.032199 | 1 | 7 |
| 4999979 | 2025-06-01 23:59:59 | 10.146.115.182 | 172.23.229.199 | 53032 | 25 | ICMP | 29.012096 | 43 | 25311 | 588.627907 | 1.482140 | URG | SMTP | Normal | 1 | True | 23 | 6 | 0.872429 | 0.000000 | 1 | 1 |